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Intro to Time Series:
The fastest growing database
category
HII’m Katy Farmer.
I’m a Developer Advocate at InfluxData, where we build a time series platform for
metrics and events.
What Is Time Series Data?
● High Volume
● Natural time order
● Value is increased by
timestamp
● More valuable as a data
set than as individual
points
Characteristics of time series data Think of Weather Data
What Is Time Series Data?
NOT TIME SERIES TIME SERIES
Why Do We Use Time Series Databases?
Scalability
Usability
Specialty
Scalability
∎ 1500 hours flight time
∎ Reporting every 5s
∎ >1M data points for a single device
Time Series databases specialize in
higher writes with eventual
consistency, even across distributed
systems.
Usability
Interacting with our time series data should be easy
Modular tools allow for
customizable and specific
architecture
Specialized query languages to
interact w/data in the context
of time
Specialty
Time Series Data Is Special
● Tools can determine how we spend our resources
○ Time spent learning/optimizing tools
● Time series databases are optimized for time series data
○ Efficient
○ Performant
● Solution-focused
Time Series Is the Fastest Growing Category
Top Reasons Time Series Is the Fastest Growing
Database
Explosion of
Connected Things
Time Series Solves
Problems
Data-Driven Businesses Real-Time
Requirements
Adoption of
Monitoring
Processes
How is it being used?
Forecasting
Meteorology, finance,
machine learning
Internet of
Things
Smart homes, lights, drones,
or anything we can connect
to the Internet
15
Analytics
Track behavior, pattern
recognition
DevOps
Monitoring, log/error
reporting, decision pipeline
InfluxData Use Cases
Monitoring of the systems
and sensors across solar
and battery installations
providing greater visibility
and insight into energy
usage and maintenance.
“We analyze over 70,000
hours of data every night, half
a billion data points, to
produce alerts for our
technicians. Having this real-
time data in the cloud makes
it possible to identify trends,
usage patterns & even detect
problems before they exist!”
David McLean
Lead Developer at BBOXX
“InfluxDB has changed the
way that we work and
operate our platforms.”
“We couldn’t support our
services without it.”
Rob Frohnapfel
Director of Engineering
Comcast
What Now?
● Download InfluxDB--and its friends Telegraf, Chronograf, & Kapacitor
○ Open Source
○ Free
○ Takes 5 minutes
○ Makes you happy
○ https://portal.influxdata.com/downloads
● Visit our community site
○ Ask questions
○ Read user feedback
○ Makes you happy
○ https://community.influxdata.com/
THANKS!
Any questions?
@influxdb
@thekatertot
katy@influxdata.com
Special thanks to all the people who made and released these awesome resources for free:
∎ Presentation template by SlidesCarnival

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Introduction to Time Series: The Fastest Growing Database Category

  • 1. Intro to Time Series: The fastest growing database category
  • 2. HII’m Katy Farmer. I’m a Developer Advocate at InfluxData, where we build a time series platform for metrics and events.
  • 3. What Is Time Series Data? ● High Volume ● Natural time order ● Value is increased by timestamp ● More valuable as a data set than as individual points Characteristics of time series data Think of Weather Data
  • 4. What Is Time Series Data? NOT TIME SERIES TIME SERIES
  • 5. Why Do We Use Time Series Databases? Scalability Usability Specialty
  • 7. ∎ 1500 hours flight time ∎ Reporting every 5s ∎ >1M data points for a single device Time Series databases specialize in higher writes with eventual consistency, even across distributed systems.
  • 9. Interacting with our time series data should be easy Modular tools allow for customizable and specific architecture Specialized query languages to interact w/data in the context of time
  • 11. Time Series Data Is Special ● Tools can determine how we spend our resources ○ Time spent learning/optimizing tools ● Time series databases are optimized for time series data ○ Efficient ○ Performant ● Solution-focused
  • 12. Time Series Is the Fastest Growing Category
  • 13.
  • 14. Top Reasons Time Series Is the Fastest Growing Database Explosion of Connected Things Time Series Solves Problems Data-Driven Businesses Real-Time Requirements Adoption of Monitoring Processes
  • 15. How is it being used? Forecasting Meteorology, finance, machine learning Internet of Things Smart homes, lights, drones, or anything we can connect to the Internet 15 Analytics Track behavior, pattern recognition DevOps Monitoring, log/error reporting, decision pipeline
  • 16. InfluxData Use Cases Monitoring of the systems and sensors across solar and battery installations providing greater visibility and insight into energy usage and maintenance. “We analyze over 70,000 hours of data every night, half a billion data points, to produce alerts for our technicians. Having this real- time data in the cloud makes it possible to identify trends, usage patterns & even detect problems before they exist!” David McLean Lead Developer at BBOXX “InfluxDB has changed the way that we work and operate our platforms.” “We couldn’t support our services without it.” Rob Frohnapfel Director of Engineering Comcast
  • 17. What Now? ● Download InfluxDB--and its friends Telegraf, Chronograf, & Kapacitor ○ Open Source ○ Free ○ Takes 5 minutes ○ Makes you happy ○ https://portal.influxdata.com/downloads ● Visit our community site ○ Ask questions ○ Read user feedback ○ Makes you happy ○ https://community.influxdata.com/
  • 18. THANKS! Any questions? @influxdb @thekatertot katy@influxdata.com Special thanks to all the people who made and released these awesome resources for free: ∎ Presentation template by SlidesCarnival